{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Street network bearings\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Calculate street network bearings and visualize the spatial orientation of a street network. See [this notebook](17-street-network-orientations.ipynb) for a superior example!\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First, look at a non-grid street network\n",
    "\n",
    "Orinda, California is a hilly suburb with winding loops and cul-de-sacs. We can see this lack of consistent orientation in its histogram of edge bearings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 323.773x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_place('Orinda, California', network_type='drive')\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G), node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate edge bearings and visualize their frequency\n",
    "G = ox.add_edge_bearings(G)\n",
    "bearings = pd.Series([data['bearing'] for u, v, k, data in G.edges(keys=True, data=True)])\n",
    "ax = bearings.hist(bins=30, zorder=2, alpha=0.8)\n",
    "xlim = ax.set_xlim(0, 360)\n",
    "ax.set_title('Orinda street network edge bearings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# polar plot\n",
    "import numpy as np\n",
    "n = 30\n",
    "count, division = np.histogram(bearings, bins=[ang*360/n for ang in range(0,n+1)])\n",
    "division = division[0:-1]\n",
    "width =  2 * np.pi/n\n",
    "ax = plt.subplot(111, projection='polar')\n",
    "ax.set_theta_zero_location('N')\n",
    "ax.set_theta_direction('clockwise')\n",
    "bars = ax.bar(division * np.pi/180 - width * 0.5 , count, width=width, bottom=0.0)\n",
    "ax.set_title('Orinda street network edge bearings', y=1.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now look at a gridded street network\n",
    "\n",
    "Santa Monica has an orthogonal grid characterized by four-way intersections. We can see this clear orientation in its histogram of edge bearings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 452.48x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_place('Santa Monica, California', network_type='drive')\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G), node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate edge bearings and visualize their frequency\n",
    "G = ox.add_edge_bearings(G)\n",
    "bearings = pd.Series([data['bearing'] for u, v, k, data in G.edges(keys=True, data=True)])\n",
    "ax = bearings.hist(bins=30, zorder=2, alpha=0.8)\n",
    "ax.set_xlim(0, 360)\n",
    "ax.set_title('Santa Monica street network edge bearings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# polar plot\n",
    "n = 30\n",
    "count, division = np.histogram(bearings, bins=[ang*360/n for ang in range(0,n+1)])\n",
    "division = division[0:-1]\n",
    "width =  2 * np.pi/n\n",
    "ax = plt.subplot(111, projection='polar')\n",
    "ax.set_theta_zero_location('N')\n",
    "ax.set_theta_direction('clockwise')\n",
    "bars = ax.bar(division * np.pi/180 - width * 0.5 , count, width=width, bottom=20.0)\n",
    "ax.set_title('Santa Monica street network edge bearings', y=1.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
